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cs.ET2026
PRISM-UDE: Physics-Regularized Iterative Symbolic Modeling of 3nm FinFETs via Universal Differential Equation
Pranavanath Balamurali, Prathamesh Dinesh Joshi, Raj Abhijit Dandekar +2
Compact transistor models are the mathematical backbone of circuit simulation. However, at advanced nodes such as 3nm, transport physics becomes too complex for traditional hand-de…
cs.LG2026
SciML in the Wild: A Diagnostic Study of When Structural Priors Help and When They Hurt
Vrishank Sai Anand, Prathamesh Dinesh Joshi, Raj Abhijit Dandekar +2
Scientific Machine Learning (SciML) methods such as Neural Ordinary Differential Equations (NODEs), Physics-Informed Neural Networks (PINNs), and Universal Differential Equations (…